Britney Muller (@BritneyMuller) on X

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2 min read Original article โ†—

But that's exactly what most "let's build an AI solution for this" looks like. Unnecessary at best, hindering at worst.

Iโ€™m having these conversations SO often they're showing up in my dreams. Last night's: a man wanted an AI agent to remind his aging grandmother to take her medication at the same time every day.

Thoughtful idea. Terrible use of AI.

Could you go to Claude Cowork & have it connect to a few things that either email or notify via phone to remind your grandmother to take her meds? Sure.

But, you're also signing up for:

๐Ÿ”ธ Abstraction issues. Agents abstract (hide) the steps necessary to make this work. So when grandma stops getting reminders, you won't know which step broke.

๐Ÿ”ธ Costs. Daily LLM runs across multiple connected tools add up fast.

๐Ÿ”ธ Fragility. The whole thing fails if the model provider goes down, your computer sleeps, a model update (or removal) breaks the workflow, tool connection loses access, etc.

Meanwhile, a simple phone alarm labeled "Take X medication" costs nothing and works every day.

So how do you know when a problem actually needs AI? Ask one question:

โ“ ๐——๐—ผ๐—ฒ๐˜€ ๐˜๐—ต๐—ถ๐˜€ ๐˜๐—ฎ๐˜€๐—ธ ๐—ฟ๐—ฒ๐—พ๐˜‚๐—ถ๐—ฟ๐—ฒ ๐—ถ๐—ป๐˜๐—ฒ๐—ฟ๐—ฝ๐—ฟ๐—ฒ๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป, ๐—ผ๐—ฟ ๐—ท๐˜‚๐˜€๐˜ ๐—ฟ๐—ฒ๐—ฝ๐—ฒ๐˜๐—ถ๐˜๐—ถ๐—ผ๐—ป?

Same input, same output, every time? That's repetition. You don't need AI.

You need the simplest rung on this ladder:

1๏ธโƒฃ ๐—ฃ๐—ต๐˜†๐˜€๐—ถ๐—ฐ๐—ฎ๐—น + ๐—ฎ๐—ป๐—ฎ๐—น๐—ผ๐—ด: sticky note, pill organizer, a card your Mom can flip on the wall that says where she is (for your Dad with dementia). Zero failure modes.

2๏ธโƒฃ ๐—ง๐—ผ๐—ผ๐—น๐˜€ ๐˜†๐—ผ๐˜‚ ๐—ฎ๐—น๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜† ๐—ผ๐˜„๐—ป: phone alarms, recurring calendar events, iPhone/Android reminders. Free, reliable, already in your pocket.

3๏ธโƒฃ ๐—ฆ๐—ถ๐—บ๐—ฝ๐—น๐—ฒ ๐—ฎ๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: NFC tags, Apple Shortcuts, IFTTT, Zapier.

4๏ธโƒฃ ๐—” ๐˜€๐—บ๐—ฎ๐—น๐—น ๐˜€๐—ฐ๐—ฟ๐—ถ๐—ฝ๐˜: a cron job (a scheduler built into every computer that runs code on repeat) + a few lines of Python. Sounds intimidating. It's not: AI can write the script for you in 30 seconds, then it runs deterministically forever. ๐Ÿ’ก Use AI to BUILD the tool, not to BE the tool!

5๏ธโƒฃ ๐—”๐—œ for tasks that need interpretation. Messy language, unstructured input, 40 customer calls to summarize. AI does the heavy lifting. You keep the judgment calls: what matters, what's good, what ships.

Most people jump from rung 1 straight to rung 5 because rungs 2 through 4 are invisible to them.

Start at the bottom. Climb up only when a rung fails you.

Sometimes the answer is AI. Sometimes it isn't because there are simpler, better solutions.